Lineage-Aware Memory Governance: A Derivation-Gated Framework for Privacy-Preserving Column-Level Access Control in Enterprise AI Agents

The Analytical Memory Unit (AMU) implements column-level access control by attaching a derivation lineage graph to every cached memory result. This framework prevents data leakage by gating retrieval based on whether a requester holds authorization for every individual column involved in the original computation.